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Development of decoding method to infer visual imagery using ECoG signals

Research Project

Project/Area Number 26560467
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Brain biometrics
Research InstitutionOsaka University

Principal Investigator

Takufumi Yanagisawa  大阪大学, 医学(系)研究科(研究院), 助教 (90533802)

Co-Investigator(Kenkyū-buntansha) KISHIMA Haruhiko  大阪大学, 大学院医学系研究科, 講師 (10332743)
Co-Investigator(Renkei-kenkyūsha) KAMITANI Yukiyasu  株式会社国際電気通信基礎技術研究所, 脳情報研究所, 室長 (50418513)
Project Period (FY) 2014-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
KeywordsDecoding / ECoG / MEG / Visual perception / Visual imagery / 想起画像推定 / BMI / 想起画像再構成 / 皮質脳波 / Brain-machine interface / ビックデータ / 脳磁図
Outline of Final Research Achievements

The aim of this study is to develop a novel method to infer the semantic contents of the visual perception and visual imagery from the ECoG signals and MEG signals. We recorded both of the ECoG and MEG signals while the subjects were watching the images of 3 or 9 categories. The developed decoding method successfully inferred the categories from the ECoG or MEG signals. Moreover, the same decoding method successfully inferred the semantic contents of the visual imagery which the subject imagined freely. These results are expected to be applied for the severely paralyzed patients to improve their communication ability and the quality of their lives.

Report

(3 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • Research Products

    (19 results)

All 2016 2015 2014 Other

All Int'l Joint Research (3 results) Journal Article (4 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 4 results,  Open Access: 4 results,  Acknowledgement Compliant: 3 results) Presentation (6 results) (of which Int'l Joint Research: 1 results,  Invited: 5 results) Book (3 results) Remarks (1 results) Patent(Industrial Property Rights) (2 results)

  • [Int'l Joint Research] University of York(英国)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] Cambridge University(英国)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] University of Melbourne(Australia)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Real-Time Control of a Neuroprosthetic Hand by Magnetoencephalographic Signals from Paralysed Patients2016

    • Author(s)
      Fukuma R, Yanagisawa T*, Saitoh Y, Hosomi K, Kishima H, Shimizu T, Sugata H, Yokoi H, Hirata M, Kamitani Y, Yoshimine T
    • Journal Title

      Scientific Reports

      Volume: 6 Issue: 1 Pages: 21781-21781

    • DOI

      10.1038/srep21781

    • NAID

      120005818285

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Closed-Loop Control of a Neuroprosthetic Hand by Magnetoencephalographic Signals2015

    • Author(s)
      Fukuma R, Yanagisawa T, Yorifuji S, Kato R, Yokoi H, Hirata M, Saitoh Y, Kishima H, Kamitani Y, Yoshimine T
    • Journal Title

      PLoS One

      Volume: 10 Issue: 7 Pages: e0131547-e0131547

    • DOI

      10.1371/journal.pone.0131547

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Categorical discrimination of human body parts by magnetoencephalography2015

    • Author(s)
      Misaki Nakamura, Takufumi Yanagisawa*, Yumiko Okamura, Ryohei Fukuma, Masayuki Hirata, Toshihiko Araki, Yukiyasu Kamitani, Shiro Yorifuji
    • Journal Title

      Front. Hum. Neurosci.

      Volume: 9 Pages: 609-609

    • DOI

      10.3389/fnhum.2015.00609

    • NAID

      120005947009

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Temporospatial Identification of Language-Related Cortical Function by a Combination of Transcranial Magnetic Stimulation and Magnetoencephalography2015

    • Author(s)
      Shinshi M, Yanagisawa T, Hirata M, Goto T, Sugata H, Araki T, Okamura Y, Hasegawa Y, S. Ihara A, Yorifuji S
    • Journal Title

      Brain and behavior

      Volume: Epub

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 皮質脳波BMIによるロボット制御と重症麻痺患者への適用2016

    • Author(s)
      栁澤琢史
    • Organizer
      システム視覚科学研究センターシンポジウム「脳科学の応用展開」
    • Place of Presentation
      立命館大学びわこ・くさつキャンパスローム記念館(滋賀県草津市)
    • Year and Date
      2016-03-08
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Decoded neurofeedbackによる幻肢痛の病態解明と新たな治療法開発2015

    • Author(s)
      栁澤琢史、福間良平、Ben Seymour, 細見晃一、清水豪士、貴島晴彦、平田雅之、吉峰俊樹、神谷之康、齋藤洋一
    • Organizer
      BMI懇話会
    • Place of Presentation
      東京大学鉄門講堂(東京都文京区)
    • Year and Date
      2015-11-14
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] ECoG BMI for paralyzed patients2015

    • Author(s)
      Takufumi Yanagisawa
    • Organizer
      Melbourne Symposium On Brain Computer Interfaces and Rehabilitation
    • Place of Presentation
      Melbourne Brain Center, Australia
    • Year and Date
      2015-10-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Development and application of ECoG-BMI for clinical use2015

    • Author(s)
      Takufumi Yanagisawa
    • Organizer
      MEI summer school 2015
    • Place of Presentation
      大阪大学(大阪府吹田市)
    • Year and Date
      2015-08-04
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] ECoG of Paralyzed Patients2014

    • Author(s)
      Takufumi Yanagisawa
    • Organizer
      7th international workshopo on advances in electrocorticography
    • Place of Presentation
      Washington DC
    • Year and Date
      2014-11-13 – 2014-11-14
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Motor reconstruction by MEG-based neuroprosthetic arm aggravated deafferentation pain due to brachial plexus root avulsion2014

    • Author(s)
      Takufumi Yanagisawa、Ryohei Fukuma、Takeshi Shimizu、Ryu Kato、Tatsuya Seki、Masayuki Hirata、Hiroshi Yokoi、Yukiyasu Kamitani、Toshiki Yoshimine、Youichi Saitoh
    • Organizer
      題37回に本神経科学大会
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2014-09-13
    • Related Report
      2014 Research-status Report
  • [Book] 皮質脳波(ECoG)BMIの人への応用2016

    • Author(s)
      栁澤琢史
    • Total Pages
      3
    • Publisher
      中外医学社
    • Related Report
      2015 Annual Research Report
  • [Book] DecNefとrTMSによる疼痛治療2016

    • Author(s)
      栁澤琢史、齋藤洋一
    • Total Pages
      3
    • Publisher
      中外医学社
    • Related Report
      2015 Annual Research Report
  • [Book] 脳信号で機械を操作するためのブレインマシンインターフェイス2015

    • Author(s)
      栁澤琢史
    • Total Pages
      6
    • Publisher
      学研メディカル秀潤社
    • Related Report
      2015 Annual Research Report
  • [Remarks] ブレイン・マシン・インターフェースを用いた脳機能再建の研究

    • URL

      http://www.nsurg.med.osaka-u.ac.jp/school/research/function/index.html

    • Related Report
      2014 Research-status Report
  • [Patent(Industrial Property Rights)] Decoded Mirror Neurofeedback2016

    • Inventor(s)
      柳澤琢史、福間良平、齋藤洋一、吉峰俊樹、神谷之康
    • Industrial Property Rights Holder
      柳澤琢史、福間良平、齋藤洋一、吉峰俊樹、神谷之康
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2016-009279
    • Filing Date
      2016-01-20
    • Related Report
      2015 Annual Research Report
  • [Patent(Industrial Property Rights)] Cross-frequency couplingによるてんかん発作検出2016

    • Inventor(s)
      貴島晴彦、吉峰俊樹、栁澤琢史、枝川光太朗、福間良平
    • Industrial Property Rights Holder
      貴島晴彦、吉峰俊樹、栁澤琢史、枝川光太朗、福間良平
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2016-008301
    • Filing Date
      2016-01-19
    • Related Report
      2015 Annual Research Report

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Published: 2014-04-04   Modified: 2022-01-31  

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